Analytic Dashboard
Dashboard Structure Overview
- Analytic Score Descriptive Statistics
with Analytic Score Distributions (All Data) visualisations directly below
- Clustering Results
- Clustering summary statistics
- Clustering results visualisation
- Cluster Analysis
- For each cluster: descriptive statistics, then density visualisations, with subheadings for each cluster
- Archetype Visualisations
- Erratic Speculator Wallets
- DeFi Power Users Wallets
- Omnichain Explorers Wallets
Analytic Score Descriptive Statistics
|
count |
mean |
std |
min |
25% |
50% |
75% |
max |
skewness |
kurtosis |
missing_count |
missing_pct |
p5 |
p95 |
p99 |
| BEHAVIOURAL_VOLATILITY_SCORE |
20174.0 |
0.578979 |
7.028997e-02 |
0.307997 |
0.553708 |
0.591104 |
0.625991 |
8.197918e-01 |
-1.105784 |
1.059374 |
0 |
0.0 |
0.414629 |
0.668164 |
0.695687 |
| CROSS_DOMAIN_ENGAGEMENT_SCORE |
20174.0 |
0.384247 |
3.995968e-01 |
0.000000 |
0.000000 |
0.262682 |
0.811278 |
1.000000e+00 |
0.284369 |
-1.669014 |
0 |
0.0 |
0.000000 |
0.977418 |
1.000000 |
| REVENUE_SCORE_PROXY |
20174.0 |
46784.498723 |
3.084414e+06 |
0.000667 |
51.016628 |
299.833958 |
1516.600108 |
3.992318e+08 |
114.288762 |
14227.414558 |
0 |
0.0 |
1.996589 |
10629.511389 |
74474.893157 |
| DEX_EVENTS_INTERACTION_MODE |
20174.0 |
12.618023 |
4.443262e+02 |
-35777.000000 |
25.000000 |
29.000000 |
29.000000 |
2.900000e+01 |
-74.742429 |
5761.960187 |
0 |
0.0 |
-23.000000 |
29.000000 |
29.000000 |
| CEX_EVENTS_INTERACTION_MODE |
20174.0 |
1.706900 |
4.109430e+00 |
-273.000000 |
2.000000 |
2.000000 |
2.000000 |
2.000000e+00 |
-40.423441 |
2071.058743 |
0 |
0.0 |
1.000000 |
2.000000 |
2.000000 |
| BRIDGE_EVENTS_INTERACTION_MODE |
20174.0 |
9.337117 |
6.987784e+02 |
-75211.000000 |
23.000000 |
28.000000 |
29.000000 |
2.900000e+01 |
-95.327291 |
9548.646649 |
0 |
0.0 |
-5.000000 |
29.000000 |
29.000000 |
| DEFI_EVENTS_INTERACTION_MODE |
20174.0 |
5.731684 |
2.741192e+02 |
-38826.000000 |
9.000000 |
12.000000 |
12.000000 |
1.200000e+01 |
-140.939255 |
19965.608822 |
0 |
0.0 |
-6.000000 |
12.000000 |
12.000000 |
Analytic Score Distributions (All Data)
Clustering Summary
HDBSCAN Clustering Summary
==============================
Number of clusters: 2
Number of noise points: 71
Total points: 20174
Noise percentage: 0.4%
Cluster sizes:
Cluster 0: 8713 points
Cluster 1: 11390 points
Quality Metrics:
Silhouette Score: 0.458
Calinski-Harabasz Score: 20566.71
Davies-Bouldin Score: 0.922
Clustering Results Visualisation
Analytic Score Stats by Cluster
Cluster 0
|
count |
mean |
std |
min |
25% |
50% |
75% |
max |
skewness |
kurtosis |
missing_count |
missing_pct |
p5 |
p95 |
p99 |
| BEHAVIOURAL_VOLATILITY_SCORE |
8713.0 |
0.584581 |
0.082256 |
0.321726 |
0.565056 |
0.612211 |
0.638683 |
8.197918e-01 |
-1.200822 |
0.481254 |
0 |
0.0 |
0.397293 |
0.675987 |
0.699222 |
| CROSS_DOMAIN_ENGAGEMENT_SCORE |
8713.0 |
0.140923 |
0.303256 |
0.000000 |
0.000000 |
0.000000 |
0.000000 |
1.000000e+00 |
1.931872 |
2.097063 |
0 |
0.0 |
0.000000 |
0.920620 |
1.000000 |
| REVENUE_SCORE_PROXY |
8713.0 |
17417.741236 |
555738.187633 |
0.000667 |
18.963000 |
149.865120 |
691.085312 |
3.818832e+07 |
51.319987 |
3034.987261 |
0 |
0.0 |
0.839074 |
7527.201786 |
46902.493179 |
| DEX_EVENTS_INTERACTION_MODE |
8713.0 |
26.020774 |
33.517681 |
-2282.000000 |
29.000000 |
29.000000 |
29.000000 |
2.900000e+01 |
-42.071744 |
2647.505437 |
0 |
0.0 |
24.000000 |
29.000000 |
29.000000 |
| CEX_EVENTS_INTERACTION_MODE |
8713.0 |
1.708137 |
5.117701 |
-273.000000 |
2.000000 |
2.000000 |
2.000000 |
2.000000e+00 |
-35.653032 |
1543.488227 |
0 |
0.0 |
2.000000 |
2.000000 |
2.000000 |
| BRIDGE_EVENTS_INTERACTION_MODE |
8713.0 |
18.352577 |
60.773027 |
-3129.000000 |
21.000000 |
28.000000 |
29.000000 |
2.900000e+01 |
-27.707373 |
1110.247862 |
0 |
0.0 |
-10.400000 |
29.000000 |
29.000000 |
| DEFI_EVENTS_INTERACTION_MODE |
8713.0 |
11.433031 |
6.940958 |
-385.000000 |
12.000000 |
12.000000 |
12.000000 |
1.200000e+01 |
-40.814918 |
2134.311627 |
0 |
0.0 |
11.000000 |
12.000000 |
12.000000 |
Analytic Score Density Visualisations for Cluster 0
Cluster 1
|
count |
mean |
std |
min |
25% |
50% |
75% |
max |
skewness |
kurtosis |
missing_count |
missing_pct |
p5 |
p95 |
p99 |
| BEHAVIOURAL_VOLATILITY_SCORE |
11390.0 |
0.574900 |
5.888596e-02 |
0.307997 |
0.551394 |
0.580261 |
0.608847 |
7.735784e-01 |
-0.976477 |
1.730644 |
0 |
0.0 |
0.428177 |
0.661974 |
0.690300 |
| CROSS_DOMAIN_ENGAGEMENT_SCORE |
11390.0 |
0.572225 |
3.618841e-01 |
0.000000 |
0.242832 |
0.702398 |
0.884089 |
1.000000e+00 |
-0.568829 |
-1.210390 |
0 |
0.0 |
0.000000 |
0.985057 |
1.000000 |
| REVENUE_SCORE_PROXY |
11390.0 |
69539.161181 |
4.075994e+06 |
0.001928 |
98.770816 |
548.365825 |
2303.911114 |
3.992318e+08 |
87.612160 |
8261.437194 |
0 |
0.0 |
5.569896 |
12993.490642 |
101545.697632 |
| DEX_EVENTS_INTERACTION_MODE |
11390.0 |
2.264881 |
5.904141e+02 |
-35777.000000 |
15.000000 |
28.000000 |
29.000000 |
2.900000e+01 |
-56.373076 |
3269.155170 |
0 |
0.0 |
-44.000000 |
29.000000 |
29.000000 |
| CEX_EVENTS_INTERACTION_MODE |
11390.0 |
1.705180 |
3.140853e+00 |
-194.000000 |
2.000000 |
2.000000 |
2.000000 |
2.000000e+00 |
-42.403181 |
2428.084363 |
0 |
0.0 |
1.000000 |
2.000000 |
2.000000 |
| BRIDGE_EVENTS_INTERACTION_MODE |
11390.0 |
2.803161 |
9.283799e+02 |
-75211.000000 |
25.000000 |
28.000000 |
29.000000 |
2.900000e+01 |
-71.980315 |
5426.430101 |
0 |
0.0 |
-1.000000 |
29.000000 |
29.000000 |
| DEFI_EVENTS_INTERACTION_MODE |
11390.0 |
1.331607 |
3.647113e+02 |
-38826.000000 |
7.000000 |
10.000000 |
12.000000 |
1.200000e+01 |
-105.967268 |
11281.869471 |
0 |
0.0 |
-21.000000 |
12.000000 |
12.000000 |
Analytic Score Density Visualisations for Cluster 1
Archetype Visualisations
Stable High-Value Transactors
Number of wallets in this archetype: 961
Percentage of whole dataset: 4.76%
DeFi Power Users Wallets
Number of wallets in this archetype: 5,176
Percentage of whole dataset: 25.66%
Omnichain Explorers Wallets
Number of wallets in this archetype: 10,670
Percentage of whole dataset: 52.89%